Cairn Agent Recovery Library by Hill PatelCairn Agent Recovery Library by Hill Patel

Cairn Agent Recovery Library

Hill Patel

Hill Patel

Independent open-source engineering project by Hill Patel.

The problem

An agent that loses its process or context needs to recover its task state and check what already happened before continuing. Blind retries can repeat an external action.

What I built

Cairn provides a typed continuation state, checkpoint and recovery primitives, an optional agent loop, and an effect ledger. Its recovery protocol re-observes the environment and decides whether to retry, skip a completed effect, or escalate an uncertain outcome.

Design and handover

The library uses injected model and environment interfaces so adopters can keep their own models and tools. The repository includes an offline recovery example, API documentation, tests and a reproduction guide.

Inspect the work

The documented recovery contracts and recorded experiments define the evidence boundaries. Integrations with a new model or external service require their own validation. This case study describes independent engineering work; customer adoption and business ROI are not measured here.
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Posted Nov 5, 2026

Independent open-source Python library for agent crash recovery, durable checkpoints and reconciliation of external effects, with reproducible examples and tests.